{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
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    }
   },
   "outputs": [],
   "source": [
    "#读取数据\n",
    "#1.使用pandas从文件中读取数据\n",
    "#2.使用直方图查看数据大概，和上流确认部分数据的单位\n",
    "#3.使用info(),describe(),serise的value_counts查看部分数据分组信息\n",
    "#4.将数据按一定的比例分为训练数据和测试数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
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   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "      <th>housing_median_age</th>\n",
       "      <th>total_rooms</th>\n",
       "      <th>total_bedrooms</th>\n",
       "      <th>population</th>\n",
       "      <th>households</th>\n",
       "      <th>median_income</th>\n",
       "      <th>median_house_value</th>\n",
       "      <th>ocean_proximity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-122.23</td>\n",
       "      <td>37.88</td>\n",
       "      <td>41.0</td>\n",
       "      <td>880.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>322.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>8.3252</td>\n",
       "      <td>452600.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-122.22</td>\n",
       "      <td>37.86</td>\n",
       "      <td>21.0</td>\n",
       "      <td>7099.0</td>\n",
       "      <td>1106.0</td>\n",
       "      <td>2401.0</td>\n",
       "      <td>1138.0</td>\n",
       "      <td>8.3014</td>\n",
       "      <td>358500.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-122.24</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1467.0</td>\n",
       "      <td>190.0</td>\n",
       "      <td>496.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>7.2574</td>\n",
       "      <td>352100.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-122.25</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1274.0</td>\n",
       "      <td>235.0</td>\n",
       "      <td>558.0</td>\n",
       "      <td>219.0</td>\n",
       "      <td>5.6431</td>\n",
       "      <td>341300.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-122.25</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1627.0</td>\n",
       "      <td>280.0</td>\n",
       "      <td>565.0</td>\n",
       "      <td>259.0</td>\n",
       "      <td>3.8462</td>\n",
       "      <td>342200.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   longitude  latitude  housing_median_age  total_rooms  total_bedrooms  \\\n",
       "0    -122.23     37.88                41.0        880.0           129.0   \n",
       "1    -122.22     37.86                21.0       7099.0          1106.0   \n",
       "2    -122.24     37.85                52.0       1467.0           190.0   \n",
       "3    -122.25     37.85                52.0       1274.0           235.0   \n",
       "4    -122.25     37.85                52.0       1627.0           280.0   \n",
       "\n",
       "   population  households  median_income  median_house_value ocean_proximity  \n",
       "0       322.0       126.0         8.3252            452600.0        NEAR BAY  \n",
       "1      2401.0      1138.0         8.3014            358500.0        NEAR BAY  \n",
       "2       496.0       177.0         7.2574            352100.0        NEAR BAY  \n",
       "3       558.0       219.0         5.6431            341300.0        NEAR BAY  \n",
       "4       565.0       259.0         3.8462            342200.0        NEAR BAY  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import numpy as np\n",
    "def load_data(path = './'):\n",
    "    csv_path = os.path.join(path,'housing.csv')\n",
    "    return pd.read_csv(csv_path)\n",
    "housing_data = load_data()\n",
    "housing_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "      <th>housing_median_age</th>\n",
       "      <th>total_rooms</th>\n",
       "      <th>total_bedrooms</th>\n",
       "      <th>population</th>\n",
       "      <th>households</th>\n",
       "      <th>median_income</th>\n",
       "      <th>median_house_value</th>\n",
       "      <th>ocean_proximity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-122.23</td>\n",
       "      <td>37.88</td>\n",
       "      <td>41.0</td>\n",
       "      <td>880.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>322.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>8.3252</td>\n",
       "      <td>452600.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-122.22</td>\n",
       "      <td>37.86</td>\n",
       "      <td>21.0</td>\n",
       "      <td>7099.0</td>\n",
       "      <td>1106.0</td>\n",
       "      <td>2401.0</td>\n",
       "      <td>1138.0</td>\n",
       "      <td>8.3014</td>\n",
       "      <td>358500.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-122.24</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1467.0</td>\n",
       "      <td>190.0</td>\n",
       "      <td>496.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>7.2574</td>\n",
       "      <td>352100.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-122.25</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1274.0</td>\n",
       "      <td>235.0</td>\n",
       "      <td>558.0</td>\n",
       "      <td>219.0</td>\n",
       "      <td>5.6431</td>\n",
       "      <td>341300.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-122.25</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1627.0</td>\n",
       "      <td>280.0</td>\n",
       "      <td>565.0</td>\n",
       "      <td>259.0</td>\n",
       "      <td>3.8462</td>\n",
       "      <td>342200.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   longitude  latitude  housing_median_age  total_rooms  total_bedrooms  \\\n",
       "0    -122.23     37.88                41.0        880.0           129.0   \n",
       "1    -122.22     37.86                21.0       7099.0          1106.0   \n",
       "2    -122.24     37.85                52.0       1467.0           190.0   \n",
       "3    -122.25     37.85                52.0       1274.0           235.0   \n",
       "4    -122.25     37.85                52.0       1627.0           280.0   \n",
       "\n",
       "   population  households  median_income  median_house_value ocean_proximity  \n",
       "0       322.0       126.0         8.3252            452600.0        NEAR BAY  \n",
       "1      2401.0      1138.0         8.3014            358500.0        NEAR BAY  \n",
       "2       496.0       177.0         7.2574            352100.0        NEAR BAY  \n",
       "3       558.0       219.0         5.6431            341300.0        NEAR BAY  \n",
       "4       565.0       259.0         3.8462            342200.0        NEAR BAY  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "housing_data = load_data()\n",
    "housing_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 20640 entries, 0 to 20639\n",
      "Data columns (total 10 columns):\n",
      "longitude             20640 non-null float64\n",
      "latitude              20640 non-null float64\n",
      "housing_median_age    20640 non-null float64\n",
      "total_rooms           20640 non-null float64\n",
      "total_bedrooms        20433 non-null float64\n",
      "population            20640 non-null float64\n",
      "households            20640 non-null float64\n",
      "median_income         20640 non-null float64\n",
      "median_house_value    20640 non-null float64\n",
      "ocean_proximity       20640 non-null object\n",
      "dtypes: float64(9), object(1)\n",
      "memory usage: 1.6+ MB\n"
     ]
    }
   ],
   "source": [
    "housing_data.info()\n",
    "#ocean_proximity 为字符类型，其他都为float64\n",
    "#total_bedrooms 存在部分空值20433（20640）\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "      <th>housing_median_age</th>\n",
       "      <th>total_rooms</th>\n",
       "      <th>total_bedrooms</th>\n",
       "      <th>population</th>\n",
       "      <th>households</th>\n",
       "      <th>median_income</th>\n",
       "      <th>median_house_value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>20640.000000</td>\n",
       "      <td>20640.000000</td>\n",
       "      <td>20640.000000</td>\n",
       "      <td>20640.000000</td>\n",
       "      <td>20433.000000</td>\n",
       "      <td>20640.000000</td>\n",
       "      <td>20640.000000</td>\n",
       "      <td>20640.000000</td>\n",
       "      <td>20640.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>-119.569704</td>\n",
       "      <td>35.631861</td>\n",
       "      <td>28.639486</td>\n",
       "      <td>2635.763081</td>\n",
       "      <td>537.870553</td>\n",
       "      <td>1425.476744</td>\n",
       "      <td>499.539680</td>\n",
       "      <td>3.870671</td>\n",
       "      <td>206855.816909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>2.003532</td>\n",
       "      <td>2.135952</td>\n",
       "      <td>12.585558</td>\n",
       "      <td>2181.615252</td>\n",
       "      <td>421.385070</td>\n",
       "      <td>1132.462122</td>\n",
       "      <td>382.329753</td>\n",
       "      <td>1.899822</td>\n",
       "      <td>115395.615874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-124.350000</td>\n",
       "      <td>32.540000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.499900</td>\n",
       "      <td>14999.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-121.800000</td>\n",
       "      <td>33.930000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>1447.750000</td>\n",
       "      <td>296.000000</td>\n",
       "      <td>787.000000</td>\n",
       "      <td>280.000000</td>\n",
       "      <td>2.563400</td>\n",
       "      <td>119600.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>-118.490000</td>\n",
       "      <td>34.260000</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>2127.000000</td>\n",
       "      <td>435.000000</td>\n",
       "      <td>1166.000000</td>\n",
       "      <td>409.000000</td>\n",
       "      <td>3.534800</td>\n",
       "      <td>179700.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>-118.010000</td>\n",
       "      <td>37.710000</td>\n",
       "      <td>37.000000</td>\n",
       "      <td>3148.000000</td>\n",
       "      <td>647.000000</td>\n",
       "      <td>1725.000000</td>\n",
       "      <td>605.000000</td>\n",
       "      <td>4.743250</td>\n",
       "      <td>264725.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-114.310000</td>\n",
       "      <td>41.950000</td>\n",
       "      <td>52.000000</td>\n",
       "      <td>39320.000000</td>\n",
       "      <td>6445.000000</td>\n",
       "      <td>35682.000000</td>\n",
       "      <td>6082.000000</td>\n",
       "      <td>15.000100</td>\n",
       "      <td>500001.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          longitude      latitude  housing_median_age   total_rooms  \\\n",
       "count  20640.000000  20640.000000        20640.000000  20640.000000   \n",
       "mean    -119.569704     35.631861           28.639486   2635.763081   \n",
       "std        2.003532      2.135952           12.585558   2181.615252   \n",
       "min     -124.350000     32.540000            1.000000      2.000000   \n",
       "25%     -121.800000     33.930000           18.000000   1447.750000   \n",
       "50%     -118.490000     34.260000           29.000000   2127.000000   \n",
       "75%     -118.010000     37.710000           37.000000   3148.000000   \n",
       "max     -114.310000     41.950000           52.000000  39320.000000   \n",
       "\n",
       "       total_bedrooms    population    households  median_income  \\\n",
       "count    20433.000000  20640.000000  20640.000000   20640.000000   \n",
       "mean       537.870553   1425.476744    499.539680       3.870671   \n",
       "std        421.385070   1132.462122    382.329753       1.899822   \n",
       "min          1.000000      3.000000      1.000000       0.499900   \n",
       "25%        296.000000    787.000000    280.000000       2.563400   \n",
       "50%        435.000000   1166.000000    409.000000       3.534800   \n",
       "75%        647.000000   1725.000000    605.000000       4.743250   \n",
       "max       6445.000000  35682.000000   6082.000000      15.000100   \n",
       "\n",
       "       median_house_value  \n",
       "count        20640.000000  \n",
       "mean        206855.816909  \n",
       "std         115395.615874  \n",
       "min          14999.000000  \n",
       "25%         119600.000000  \n",
       "50%         179700.000000  \n",
       "75%         264725.000000  \n",
       "max         500001.000000  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "housing_data.describe()\n",
    "#待补充"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#设置显示直方图的个数\n",
    "housing_data.hist(bins = 50,figsize=(20,15))\n",
    "plt.savefig('./整体直方图.png')\n",
    "plt.show()\n",
    "#有部分图在X轴趋近最大值时出现Y值相等，说明采集的数据有上限的限制\n",
    "#有部分图出现X轴前端聚集，后部分数据稀疏近无（头高尾长：尾重）\n",
    "#处理需达到的目标：正态分布：钟形曲线（平均值为0，标准差为1）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "#对数据进行训练数据和测试数据的划分\n",
    "import numpy as np\n",
    "\n",
    "#对现有的数据进行划分\n",
    "def has_data_to_test(data = housing_data,ratio=0.2):\n",
    "    np.random.seed(44)\n",
    "    np.argpartition\n",
    "    #生成随机索引\n",
    "    radom_index = np.random.permutation(len(data))\n",
    "    #通过比例取得测试数据的索引长度\n",
    "    test_size = int(len(data)*ratio)\n",
    "    test_indices = radom_index[:test_size]\n",
    "    train_indices = radom_index[test_size:]\n",
    "    return data.iloc[test_indices] , data.iloc[train_indices]\n",
    "#这两者效果一样都是随机采样\n",
    "from sklearn.model_selection import StratifiedShuffleSplit,train_test_split  \n",
    "test_set,train_et = train_test_split(housing_data,test_size=0.2,random_state=44)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "      <th>housing_median_age</th>\n",
       "      <th>total_rooms</th>\n",
       "      <th>total_bedrooms</th>\n",
       "      <th>population</th>\n",
       "      <th>households</th>\n",
       "      <th>median_income</th>\n",
       "      <th>median_house_value</th>\n",
       "      <th>ocean_proximity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>20127</th>\n",
       "      <td>-118.98</td>\n",
       "      <td>34.40</td>\n",
       "      <td>34.0</td>\n",
       "      <td>1328.0</td>\n",
       "      <td>244.0</td>\n",
       "      <td>795.0</td>\n",
       "      <td>227.0</td>\n",
       "      <td>4.4219</td>\n",
       "      <td>338100.0</td>\n",
       "      <td>&lt;1H OCEAN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18256</th>\n",
       "      <td>-122.09</td>\n",
       "      <td>37.38</td>\n",
       "      <td>36.0</td>\n",
       "      <td>2587.0</td>\n",
       "      <td>416.0</td>\n",
       "      <td>1055.0</td>\n",
       "      <td>410.0</td>\n",
       "      <td>6.1995</td>\n",
       "      <td>407200.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10376</th>\n",
       "      <td>-117.62</td>\n",
       "      <td>33.64</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7826.0</td>\n",
       "      <td>893.0</td>\n",
       "      <td>2985.0</td>\n",
       "      <td>790.0</td>\n",
       "      <td>10.1531</td>\n",
       "      <td>484100.0</td>\n",
       "      <td>&lt;1H OCEAN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4109</th>\n",
       "      <td>-118.39</td>\n",
       "      <td>34.14</td>\n",
       "      <td>34.0</td>\n",
       "      <td>4624.0</td>\n",
       "      <td>781.0</td>\n",
       "      <td>1572.0</td>\n",
       "      <td>719.0</td>\n",
       "      <td>6.5533</td>\n",
       "      <td>500001.0</td>\n",
       "      <td>&lt;1H OCEAN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8169</th>\n",
       "      <td>-118.12</td>\n",
       "      <td>33.81</td>\n",
       "      <td>36.0</td>\n",
       "      <td>1774.0</td>\n",
       "      <td>299.0</td>\n",
       "      <td>784.0</td>\n",
       "      <td>298.0</td>\n",
       "      <td>5.0447</td>\n",
       "      <td>249200.0</td>\n",
       "      <td>&lt;1H OCEAN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       longitude  latitude  housing_median_age  total_rooms  total_bedrooms  \\\n",
       "20127    -118.98     34.40                34.0       1328.0           244.0   \n",
       "18256    -122.09     37.38                36.0       2587.0           416.0   \n",
       "10376    -117.62     33.64                 2.0       7826.0           893.0   \n",
       "4109     -118.39     34.14                34.0       4624.0           781.0   \n",
       "8169     -118.12     33.81                36.0       1774.0           299.0   \n",
       "\n",
       "       population  households  median_income  median_house_value  \\\n",
       "20127       795.0       227.0         4.4219            338100.0   \n",
       "18256      1055.0       410.0         6.1995            407200.0   \n",
       "10376      2985.0       790.0        10.1531            484100.0   \n",
       "4109       1572.0       719.0         6.5533            500001.0   \n",
       "8169        784.0       298.0         5.0447            249200.0   \n",
       "\n",
       "      ocean_proximity  \n",
       "20127       <1H OCEAN  \n",
       "18256        NEAR BAY  \n",
       "10376       <1H OCEAN  \n",
       "4109        <1H OCEAN  \n",
       "8169        <1H OCEAN  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_data , train_data = has_data_to_test()\n",
    "test_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "#对新加的数据进行划分\n",
    "#对新加入的值得hash进行分组，取hash的最后4位二进制，按比例分组\n",
    "import hashlib\n",
    "\n",
    "def en_id_from_hash(id,ration=0.2,hash = hashlib.md5):\n",
    "    return hash(np.int64(id)).digest()[-1]<256*ration\n",
    "\n",
    "def add_data_to_test(new_data,column_index):\n",
    "    #取出标识符所对应的列\n",
    "    #二进制每位最大存储数 = 2的15（f）次方，为256个数，从0-255\n",
    "    ids = new_data[column_index]\n",
    "    test_set = ids.apply(lambda _id:en_id_from_hash(_id))\n",
    "    #对标识符进行hash加密\n",
    "    # print(test_set.value_counts())\n",
    "    return new_data.loc[test_set] ,new_data.loc[~test_set]\n",
    "    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "      <th>housing_median_age</th>\n",
       "      <th>total_rooms</th>\n",
       "      <th>total_bedrooms</th>\n",
       "      <th>population</th>\n",
       "      <th>households</th>\n",
       "      <th>median_income</th>\n",
       "      <th>median_house_value</th>\n",
       "      <th>ocean_proximity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>-122.25</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1627.0</td>\n",
       "      <td>280.0</td>\n",
       "      <td>565.0</td>\n",
       "      <td>259.0</td>\n",
       "      <td>3.8462</td>\n",
       "      <td>342200.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>-122.25</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52.0</td>\n",
       "      <td>919.0</td>\n",
       "      <td>213.0</td>\n",
       "      <td>413.0</td>\n",
       "      <td>193.0</td>\n",
       "      <td>4.0368</td>\n",
       "      <td>269700.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>-122.26</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52.0</td>\n",
       "      <td>3503.0</td>\n",
       "      <td>752.0</td>\n",
       "      <td>1504.0</td>\n",
       "      <td>734.0</td>\n",
       "      <td>3.2705</td>\n",
       "      <td>241800.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>-122.27</td>\n",
       "      <td>37.85</td>\n",
       "      <td>40.0</td>\n",
       "      <td>751.0</td>\n",
       "      <td>184.0</td>\n",
       "      <td>409.0</td>\n",
       "      <td>166.0</td>\n",
       "      <td>1.3578</td>\n",
       "      <td>147500.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>-122.27</td>\n",
       "      <td>37.84</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1688.0</td>\n",
       "      <td>337.0</td>\n",
       "      <td>853.0</td>\n",
       "      <td>325.0</td>\n",
       "      <td>2.1806</td>\n",
       "      <td>99700.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    index  longitude  latitude  housing_median_age  total_rooms  \\\n",
       "4       4    -122.25     37.85                52.0       1627.0   \n",
       "5       5    -122.25     37.85                52.0        919.0   \n",
       "11     11    -122.26     37.85                52.0       3503.0   \n",
       "20     20    -122.27     37.85                40.0        751.0   \n",
       "23     23    -122.27     37.84                52.0       1688.0   \n",
       "\n",
       "    total_bedrooms  population  households  median_income  median_house_value  \\\n",
       "4            280.0       565.0       259.0         3.8462            342200.0   \n",
       "5            213.0       413.0       193.0         4.0368            269700.0   \n",
       "11           752.0      1504.0       734.0         3.2705            241800.0   \n",
       "20           184.0       409.0       166.0         1.3578            147500.0   \n",
       "23           337.0       853.0       325.0         2.1806             99700.0   \n",
       "\n",
       "   ocean_proximity  \n",
       "4         NEAR BAY  \n",
       "5         NEAR BAY  \n",
       "11        NEAR BAY  \n",
       "20        NEAR BAY  \n",
       "23        NEAR BAY  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#使用索引引用为标识符\n",
    "housing_wiht_id = housing_data.reset_index()\n",
    "# housing_wiht_id.head()\n",
    "test_data,train_data = add_data_to_test(housing_wiht_id,'index')\n",
    "test_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#分析收入与房价的关系\n",
    "#收入进行分层，然后查看分层抽样和随机抽样各个层的比率与整体数据进行比较，查看该层的抽样\n",
    "#是否符合基本情况\n",
    "housing_data['median_income'].hist()\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>income_cat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   income_cat\n",
       "0         6.0\n",
       "1         6.0\n",
       "2         5.0\n",
       "3         4.0\n",
       "4         3.0"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#可以看出图中的数据可以进行几个分层1-2,2-3,3-5,5-6,6~几个层次，进行四舍五入\n",
    "#保证每层的数据量\n",
    "housing_wiht_id['income_cat'] = np.ceil(housing_wiht_id['median_income']/1.5)\n",
    "housing_wiht_id[['income_cat']].head()\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>income_cat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    income_cat\n",
       "0          6.0\n",
       "1          6.0\n",
       "2          5.0\n",
       "3          4.0\n",
       "4          3.0\n",
       "5          3.0\n",
       "6          3.0\n",
       "7          3.0\n",
       "8          2.0\n",
       "9          3.0\n",
       "10         3.0\n",
       "11         3.0\n",
       "12         3.0\n",
       "13         2.0\n",
       "14         2.0\n",
       "15         2.0\n",
       "16         2.0\n",
       "17         2.0\n",
       "18         2.0\n",
       "19         2.0"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#将大于6W的变成6W\n",
    "#Series.where(cond, other=nan, inplace=False, axis=None, \n",
    "# level=None, errors=‘raise’, try_cast=False, raise_on_error=None)\n",
    "#如果 cond 为真，保持原来的值，否则替换为other，\n",
    "housing_wiht_id['income_cat'].where(housing_wiht_id['income_cat']<6,6.0,inplace=True)\n",
    "housing_wiht_id[['income_cat']].head(20)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "housing_wiht_id[['income_cat']].hist()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "#根据收入层次进行分层采样\n",
    "from sklearn.model_selection import StratifiedShuffleSplit,train_test_split\n",
    "#n_solits:拆分为几组，test_size:测试样本的比例,random_state:相当于randonm.seed()\n",
    "split = StratifiedShuffleSplit(n_splits=1,test_size=0.2,random_state=44)\n",
    "#这是一个生成器\n",
    "for train_index , text_index in split.split(housing_wiht_id,housing_wiht_id['income_cat']):\n",
    "    train_set_slice = housing_wiht_id.iloc[train_index]\n",
    "    text_set_slcie = housing_wiht_id.iloc[text_index]\n",
    "\n",
    "train_set_slice.head()\n",
    "test_set,train_et = train_test_split(housing_wiht_id,test_size=0.2,random_state=44)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>全部数据</th>\n",
       "      <th>分层抽样</th>\n",
       "      <th>随机抽样</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3.0</th>\n",
       "      <td>0.350581</td>\n",
       "      <td>0.350533</td>\n",
       "      <td>0.352108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.0</th>\n",
       "      <td>0.318847</td>\n",
       "      <td>0.318798</td>\n",
       "      <td>0.318556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.0</th>\n",
       "      <td>0.176308</td>\n",
       "      <td>0.176357</td>\n",
       "      <td>0.177810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.0</th>\n",
       "      <td>0.068944</td>\n",
       "      <td>0.069041</td>\n",
       "      <td>0.067345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.0</th>\n",
       "      <td>0.045494</td>\n",
       "      <td>0.045543</td>\n",
       "      <td>0.045785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.0</th>\n",
       "      <td>0.039826</td>\n",
       "      <td>0.039729</td>\n",
       "      <td>0.038396</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         全部数据      分层抽样      随机抽样\n",
       "3.0  0.350581  0.350533  0.352108\n",
       "2.0  0.318847  0.318798  0.318556\n",
       "4.0  0.176308  0.176357  0.177810\n",
       "5.0  0.068944  0.069041  0.067345\n",
       "6.0  0.045494  0.045543  0.045785\n",
       "1.0  0.039826  0.039729  0.038396"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#查看分层抽样中每层在各个数据中的比例\n",
    "def get_percent(data):\n",
    "    return data['income_cat'].value_counts()/data.__len__()\n",
    "import pandas as pd\n",
    "pd.DataFrame({\n",
    "    '全部数据': get_percent(housing_wiht_id),\n",
    "    '分层抽样': get_percent(text_set_slcie),\n",
    "    '随机抽样': get_percent(test_set)\n",
    "})\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "      <th>housing_median_age</th>\n",
       "      <th>total_rooms</th>\n",
       "      <th>total_bedrooms</th>\n",
       "      <th>population</th>\n",
       "      <th>households</th>\n",
       "      <th>median_income</th>\n",
       "      <th>median_house_value</th>\n",
       "      <th>ocean_proximity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-122.23</td>\n",
       "      <td>37.88</td>\n",
       "      <td>41.0</td>\n",
       "      <td>880.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>322.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>8.3252</td>\n",
       "      <td>452600.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-122.22</td>\n",
       "      <td>37.86</td>\n",
       "      <td>21.0</td>\n",
       "      <td>7099.0</td>\n",
       "      <td>1106.0</td>\n",
       "      <td>2401.0</td>\n",
       "      <td>1138.0</td>\n",
       "      <td>8.3014</td>\n",
       "      <td>358500.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-122.24</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1467.0</td>\n",
       "      <td>190.0</td>\n",
       "      <td>496.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>7.2574</td>\n",
       "      <td>352100.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-122.25</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1274.0</td>\n",
       "      <td>235.0</td>\n",
       "      <td>558.0</td>\n",
       "      <td>219.0</td>\n",
       "      <td>5.6431</td>\n",
       "      <td>341300.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-122.25</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1627.0</td>\n",
       "      <td>280.0</td>\n",
       "      <td>565.0</td>\n",
       "      <td>259.0</td>\n",
       "      <td>3.8462</td>\n",
       "      <td>342200.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   longitude  latitude  housing_median_age  total_rooms  total_bedrooms  \\\n",
       "0    -122.23     37.88                41.0        880.0           129.0   \n",
       "1    -122.22     37.86                21.0       7099.0          1106.0   \n",
       "2    -122.24     37.85                52.0       1467.0           190.0   \n",
       "3    -122.25     37.85                52.0       1274.0           235.0   \n",
       "4    -122.25     37.85                52.0       1627.0           280.0   \n",
       "\n",
       "   population  households  median_income  median_house_value ocean_proximity  \n",
       "0       322.0       126.0         8.3252            452600.0        NEAR BAY  \n",
       "1      2401.0      1138.0         8.3014            358500.0        NEAR BAY  \n",
       "2       496.0       177.0         7.2574            352100.0        NEAR BAY  \n",
       "3       558.0       219.0         5.6431            341300.0        NEAR BAY  \n",
       "4       565.0       259.0         3.8462            342200.0        NEAR BAY  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#地区图形化显示\n",
    "housing_data = load_data()\n",
    "housing_data.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.image as mpimg\n",
    "import numpy as np\n",
    "#s:点的大小，c:点的颜色,cmap:点的颜色值得处理，colorbar:颜色条显示\n",
    "ax = housing_data.plot(kind = 'scatter',x= 'longitude' , y ='latitude',alpha =0.4,\n",
    "                  figsize = (12,8),s =housing_data['population']/100,\n",
    "                  c = 'median_house_value' , cmap = plt.get_cmap('jet'),\n",
    "                  sharex =False,colorbar = False)\n",
    "caligornia_png = mpimg.imread('./california.png') \n",
    "plt.imshow(caligornia_png,extent=[-124.55,-113.80,32.45,42.05],\n",
    "           alpha=0.5,cmap=plt.get_cmap('jet'))\n",
    "\n",
    "plt.ylabel('latitude')\n",
    "plt.xlabel('longitude')\n",
    "pirce = housing_data['median_house_value']\n",
    "pirce_l = np.linspace(pirce.max(),pirce.min(),11)\n",
    "char = plt.colorbar()\n",
    "char.ax.set_yticklabels(['$%dk'%(round(v/1000)) for v in pirce_l])\n",
    "char.set_label('median house value')\n",
    "plt.savefig('./区域图.png')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.image as mpimg\n",
    "\n",
    "california_img = mpimg.imread('california.png')\n",
    "ax = housing_data.plot(kind='scatter',x='longitude',y='latitude',alpha=0.4,\n",
    "            s=housing_data['population']/100,label='population',figsize=(10,8),\n",
    "            c='median_house_value',cmap=plt.get_cmap('jet'),colorbar=False)\n",
    "#设置一下坐标的选择区域\n",
    "plt.imshow(california_img,extent=[-124.55,-113.80,32.45,42.05],\n",
    "           cmap=plt.get_cmap('jet'))\n",
    "plt.ylabel('latitude')\n",
    "plt.xlabel('longitude')\n",
    "price = housing_data['median_house_value']\n",
    "#返回指定间隔上指定数字，将价格的最大值和最小值之间的数字分为11等分\n",
    "tick_values = np.linspace(price.min(),price.max(),11)\n",
    "cbar = plt.colorbar()\n",
    "#round将数字四舍五入到给定的小数精度\n",
    "#将等分后的数组进行处理（/1000后进行四舍五入）然后设置到colorbar上\n",
    "cbar.ax.set_yticklabels(['$%dk'%(round(v/1000))for v in tick_values])\n",
    "cbar.set_label('median house value')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "median_house_value    1.000000\n",
       "median_income         0.688075\n",
       "total_rooms           0.134153\n",
       "housing_median_age    0.105623\n",
       "households            0.065843\n",
       "total_bedrooms        0.049686\n",
       "population           -0.024650\n",
       "longitude            -0.045967\n",
       "latitude             -0.144160\n",
       "Name: median_house_value, dtype: float64"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#寻找所有特征之间的相关性\n",
    "corr_matrix = housing_data.corr()\n",
    "#取出特征关系矩阵中的目标列，将其进行降序排序\n",
    "corr_matrix['median_house_value'].sort_values(ascending=False)\n",
    "#可以得知median_income         0.688075与房价有着较大的正相关（线性相关）\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pandas.plotting import scatter_matrix\n",
    "#housing_median_age\ttotal_rooms\ttotal_bedrooms\t\n",
    "# population\thouseholds\tmedian_income\tmedian_house_value\n",
    "attributes = ['housing_median_age','population','median_income','median_house_value']\n",
    "scatter_matrix(housing_data[attributes])\n",
    "plt.savefig('./特征关系图.png')\n",
    "plt.show()\n",
    "# 从图中可以看出median_house_value，median_income这个两个特征是有联系的"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "pycharm": {
     "is_executing": true,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制median_house_value，median_income的散点图\n",
    "housing_data.plot(kind = 'scatter',\n",
    "                  x = 'median_income',\n",
    "                  y ='median_house_value',\n",
    "                  alpha = 0.1)\n",
    "plt.savefig('./收入_房价.png')\n",
    "plt.axis([0,16,0,600000])\n",
    "#axis设置x和y轴的最大坐标，和figsize不能同时使用\n",
    "plt.show()\n",
    "#分析：在500000处有明显的直线，数据应该处理（删除或者联系上流）\n",
    "#在45W，35W,25W...有一些直线，这些数据也应该要处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pandas.plotting import scatter_matrix\n",
    "#housing_median_age\ttotal_rooms\ttotal_bedrooms\t\n",
    "# population\thouseholds\tmedian_income\tmedian_house_value\n",
    "#试验不同特征的组合\n",
    "#total_bedrooms/total_rooms:卧室在所有房屋所占的比例（富豪的房子功能性房间多，卧室相对少）\n",
    "#total_rooms/population:每个人所拥有的房间（在房子价格高的地方，每人所拥有的房间数变少）\n",
    "#households/households: 每个家庭所拥有的平均房间数（同上面的关系）\n",
    "#population/households:每个家庭的平均人数（如果房价不高，房子充足，家庭中每个人都应该拥有自己的房子\n",
    "housing_data[\"rooms_per_household\"] = housing_data['total_rooms'] / \\\n",
    "                                      housing_data[\"households\"]\n",
    "housing_data[\"bedrooms_per_room\"] =  housing_data['total_bedrooms'] / \\\n",
    "                                     housing_data[\"total_rooms\"]\n",
    "housing_data[\"population_per_household\"] = housing_data['population'] / \\\n",
    "                                           housing_data[\"households\"]\n",
    "\n",
    "attributes = ['rooms_per_household','bedrooms_per_room','population_per_household','median_house_value']\n",
    "scatter_matrix(housing_data[attributes])\n",
    "plt.savefig('./组合特征关系图.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x1080 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "# mask = np.zeros_like(housing_data.corr(), dtype=np.bool)\n",
    "# mask[np.triu_indices_from(mask)] = True\n",
    "\n",
    "plt.subplots(figsize = (12,15))\n",
    "sns.heatmap(housing_data.corr(), \n",
    "            annot=True,\n",
    "            # mask = mask,\n",
    "            cmap = 'RdBu_r',\n",
    "            linewidths=0.01, \n",
    "            linecolor='white',\n",
    "            vmax = .9,\n",
    "            square=True)\n",
    "# plt.figure(figsize = (20,15))\n",
    "# plt.title(\"Correlations Among Features\");\n",
    "# plt.subplots_adjust(bottom=0.1, top=0.99)\n",
    "# plt.tight_layout()\n",
    "# plt.savefig('./msg/特征关系热力图1.png',dpi=600,bbox_inches='tight')\n",
    "plt.show()\n",
    "\n",
    "# corr_matrix = housing_data.corr()\n",
    "# corr_matrix[\"median_house_value\"].sort_values(ascending=False)\n",
    "\n"
   ]
  },
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 16512 entries, 6506 to 3867\n",
      "Data columns (total 12 columns):\n",
      "index                 16512 non-null int64\n",
      "longitude             16512 non-null float64\n",
      "latitude              16512 non-null float64\n",
      "housing_median_age    16512 non-null float64\n",
      "total_rooms           16512 non-null float64\n",
      "total_bedrooms        16352 non-null float64\n",
      "population            16512 non-null float64\n",
      "households            16512 non-null float64\n",
      "median_income         16512 non-null float64\n",
      "median_house_value    16512 non-null float64\n",
      "ocean_proximity       16512 non-null object\n",
      "income_cat            16512 non-null float64\n",
      "dtypes: float64(10), int64(1), object(1)\n",
      "memory usage: 1.6+ MB\n"
     ]
    },
    {
     "data": {
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       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "      <th>housing_median_age</th>\n",
       "      <th>total_rooms</th>\n",
       "      <th>total_bedrooms</th>\n",
       "      <th>population</th>\n",
       "      <th>households</th>\n",
       "      <th>median_income</th>\n",
       "      <th>median_house_value</th>\n",
       "      <th>ocean_proximity</th>\n",
       "      <th>income_cat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6506</th>\n",
       "      <td>6506</td>\n",
       "      <td>-118.06</td>\n",
       "      <td>34.08</td>\n",
       "      <td>42.0</td>\n",
       "      <td>1988.0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>1239.0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>3.2569</td>\n",
       "      <td>201500.0</td>\n",
       "      <td>&lt;1H OCEAN</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15818</th>\n",
       "      <td>15818</td>\n",
       "      <td>-122.42</td>\n",
       "      <td>37.76</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1494.0</td>\n",
       "      <td>610.0</td>\n",
       "      <td>1630.0</td>\n",
       "      <td>590.0</td>\n",
       "      <td>1.6500</td>\n",
       "      <td>265000.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16120</th>\n",
       "      <td>16120</td>\n",
       "      <td>-122.46</td>\n",
       "      <td>37.78</td>\n",
       "      <td>52.0</td>\n",
       "      <td>2594.0</td>\n",
       "      <td>622.0</td>\n",
       "      <td>1421.0</td>\n",
       "      <td>593.0</td>\n",
       "      <td>3.0265</td>\n",
       "      <td>350000.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9714</th>\n",
       "      <td>9714</td>\n",
       "      <td>-121.68</td>\n",
       "      <td>36.67</td>\n",
       "      <td>26.0</td>\n",
       "      <td>5745.0</td>\n",
       "      <td>1017.0</td>\n",
       "      <td>2780.0</td>\n",
       "      <td>996.0</td>\n",
       "      <td>5.0000</td>\n",
       "      <td>202300.0</td>\n",
       "      <td>&lt;1H OCEAN</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18708</th>\n",
       "      <td>18708</td>\n",
       "      <td>-122.41</td>\n",
       "      <td>40.58</td>\n",
       "      <td>35.0</td>\n",
       "      <td>2072.0</td>\n",
       "      <td>385.0</td>\n",
       "      <td>1029.0</td>\n",
       "      <td>375.0</td>\n",
       "      <td>2.8512</td>\n",
       "      <td>75600.0</td>\n",
       "      <td>INLAND</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       index  longitude  latitude  housing_median_age  total_rooms  \\\n",
       "6506    6506    -118.06     34.08                42.0       1988.0   \n",
       "15818  15818    -122.42     37.76                52.0       1494.0   \n",
       "16120  16120    -122.46     37.78                52.0       2594.0   \n",
       "9714    9714    -121.68     36.67                26.0       5745.0   \n",
       "18708  18708    -122.41     40.58                35.0       2072.0   \n",
       "\n",
       "       total_bedrooms  population  households  median_income  \\\n",
       "6506            402.0      1239.0       402.0         3.2569   \n",
       "15818           610.0      1630.0       590.0         1.6500   \n",
       "16120           622.0      1421.0       593.0         3.0265   \n",
       "9714           1017.0      2780.0       996.0         5.0000   \n",
       "18708           385.0      1029.0       375.0         2.8512   \n",
       "\n",
       "       median_house_value ocean_proximity  income_cat  \n",
       "6506             201500.0       <1H OCEAN         3.0  \n",
       "15818            265000.0        NEAR BAY         2.0  \n",
       "16120            350000.0        NEAR BAY         3.0  \n",
       "9714             202300.0       <1H OCEAN         4.0  \n",
       "18708             75600.0          INLAND         2.0  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 处理housing的数据\n",
    "# 1.从.csv加载数据\n",
    "# 2.数据分离\n",
    "# (1)随机采样\n",
    "# (2)收入分层，分层采样\n",
    "# 3.缺省值填充\n",
    "# 4.差距缩小\n",
    "# 5.字符串变为热力数0001...\n",
    "train_set_slice.info()\n",
    "train_set_slice.head()\n",
    "\n",
    "#show\n"
   ]
  }
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